In a January 2003 interview with Esquire Magazine, Robert DeNiro says he spent a lunch break sleeping in an open grave to help stay in character. Bruce Dern's character of Dirkman is a combination of several Barker Gang members, most notably Alvin Karpis, who was cellmates with Freddie Barker and the primary member of the gang (outside of the family).